awesome-llama: https://github.com/modelscope/ms-swift
deepseek-r1 embedding grpo internvl liger llama llama4 llm lora megatron moe multimodal open-r1 peft qwen3 qwen3-next qwen3-omni qwen3-vl reranker sft
Score: 25.791976886362896
Last synced: about 12 hours ago
JSON representation
Repository metadata:
Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3, Qwen3-MoE, DeepSeek-R1, GLM4.5, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, GLM4.5v, Llava, Phi4, ...) (AAAI 2025).
- Host: GitHub
- URL: https://github.com/modelscope/ms-swift
- Owner: modelscope
- License: apache-2.0
- Created: 2023-08-01T15:06:39.000Z (over 2 years ago)
- Default Branch: main
- Last Pushed: 2026-02-14T19:06:46.000Z (about 2 months ago)
- Last Synced: 2026-02-14T19:40:04.892Z (about 2 months ago)
- Topics: deepseek-r1, embedding, grpo, internvl, liger, llama, llama4, llm, lora, megatron, moe, multimodal, open-r1, peft, qwen3, qwen3-next, qwen3-omni, qwen3-vl, reranker, sft
- Language: Python
- Homepage: https://swift.readthedocs.io/zh-cn/v3.12/
- Size: 74.6 MB
- Stars: 12,662
- Watchers: 46
- Forks: 1,206
- Open Issues: 833
-
Metadata Files:
- Readme: README.md
- Contributing: CONTRIBUTING.md
- License: LICENSE
- Code of conduct: CODE_OF_CONDUCT.md
- Security: .github/SECURITY.md
Owner metadata:
- Name: ModelScope
- Login: modelscope
- Email: contact@modelscope.cn
- Kind: organization
- Description: Model-as-a-Service in the making: bring accessible AI to all.
- Website: https://www.modelscope.cn/
- Location:
- Twitter:
- Company:
- Icon url: https://avatars.githubusercontent.com/u/109945100?v=4
- Repositories: 3
- Last Synced at: 2023-04-03T10:08:13.111Z
- Profile URL: https://github.com/modelscope
GitHub Events
Total
- Commit comment event: 2
- Create event: 57
- Delete event: 9
- Fork event: 472
- Issue comment event: 5321
- Issues event: 2810
- Member event: 4
- Pull request event: 2009
- Pull request review comment event: 557
- Pull request review event: 1441
- Push event: 1539
- Release event: 28
- Watch event: 4839
- Total: 19088
Last Year
- Commit comment event: 2
- Create event: 57
- Delete event: 9
- Fork event: 472
- Issue comment event: 5321
- Issues event: 2810
- Member event: 4
- Pull request event: 2009
- Pull request review comment event: 557
- Pull request review event: 1441
- Push event: 1539
- Release event: 28
- Watch event: 4839
- Total: 19088
Committers metadata
Last synced: about 2 months ago
Total Commits: 2,968
Total Committers: 126
Avg Commits per committer: 23.556
Development Distribution Score (DDS): 0.441
Commits in past year: 1,515
Committers in past year: 88
Avg Commits per committer in past year: 17.216
Development Distribution Score (DDS) in past year: 0.438
| Name | Commits | |
|---|---|---|
| Jintao | h****t@a****m | 1659 |
| tastelikefeet | 5****t | 568 |
| jinghanhu | h****s@z****n | 407 |
| slin000111 | 1****1 | 49 |
| russwest404 | 8****0 | 23 |
| DaozeZhang | 5****g | 18 |
| Baole Ai | b****l@a****m | 16 |
| Hong Zhang | 4****4 | 13 |
| wenmeng zhou | w****m@a****m | 11 |
| Yunlin Mao | m****r@q****m | 10 |
| addsubmuldiv | z****7@1****m | 10 |
| Fish | 4****e | 6 |
| weikaiwen | 3****m | 5 |
| jiangzeyinzi | j****i@1****m | 5 |
| Yingda Chen | y****n@a****g | 4 |
| hpsun1109 | s****9@g****m | 4 |
| vx120 | 5****0 | 4 |
| lincq2000 | 6****0 | 3 |
| meichangsu1 | 1****6@q****m | 3 |
| kiritoxkiriko | w****7@h****m | 3 |
| co63oc | c****c | 3 |
| zsxm1998 | z****8@q****m | 3 |
| zzc | 5****0 | 3 |
| Ang Wang | w****a@a****m | 3 |
| Ze-Yi LIN | 5****n | 3 |
| YumiMom | 6****8@q****m | 3 |
| Silas | 6****1 | 3 |
| Qifan Zhang | f****c | 3 |
| Leoyzen | l****n@g****m | 3 |
| dika | 1****6@q****m | 3 |
| and 96 more... | ||
Issue and Pull Request metadata
Last synced: 3 months ago
Total issues: 2,625
Total pull requests: 2,429
Average time to close issues: 28 days
Average time to close pull requests: 1 day
Total issue authors: 1,405
Total pull request authors: 98
Average comments per issue: 1.58
Average comments per pull request: 0.22
Merged pull request: 1,965
Bot issues: 0
Bot pull requests: 0
Past year issues: 1,701
Past year pull requests: 1,483
Past year average time to close issues: 20 days
Past year average time to close pull requests: 1 day
Past year issue authors: 979
Past year pull request authors: 71
Past year average comments per issue: 1.53
Past year average comments per pull request: 0.27
Past year merged pull request: 1,137
Past year bot issues: 0
Past year bot pull requests: 0
Top Issue Authors
- Jintao-Huang (52)
- zhangfan-algo (22)
- xdaiycl (16)
- bonre (16)
- thesby (15)
- Betty-J (13)
- HT-NEKO (12)
- dipta007 (11)
- samaritan1998 (11)
- leileilin (10)
- Sakura-not-sleep (10)
- YerongLi (10)
- BITDDD (10)
- Li-Jicheng (10)
- RyanOvO (10)
Top Pull Request Authors
- Jintao-Huang (1,410)
- tastelikefeet (362)
- hjh0119 (291)
- DaozeZhang (33)
- slin000111 (30)
- mi804 (26)
- 0russwest0 (20)
- baoleai (18)
- Yunnglin (15)
- lxline (14)
- yrk111222 (12)
- Reichenbachian (8)
- hpsun1109 (7)
- aacedar (6)
- zsxm1998 (6)
Top Issue Labels
- bug (107)
- enhancement (58)
- stale (56)
- more models (12)
- good first issue (10)
- needs more info (10)
- solved (9)
- swift3.0 (3)
- multi-node (2)
- this week (2)
- duplicate (2)
- wontfix (1)
- pending (1)
- documentation (1)
- discussion (1)
- question (1)
Top Pull Request Labels
- stale (4)
- this week (2)
- swift3.0 (2)
- bug (1)
- enhancement (1)
Package metadata
- Total packages: 2
-
Total downloads:
- pypi: 93,479 last-month
- Total dependent packages: 2 (may contain duplicates)
- Total dependent repositories: 9 (may contain duplicates)
- Total versions: 204
- Total maintainers: 1
- Total advisories: 3
proxy.golang.org: github.com/modelscope/ms-swift
- Homepage:
- Documentation: https://pkg.go.dev/github.com/modelscope/ms-swift#section-documentation
- Licenses: apache-2.0
- Latest release: v3.12.5+incompatible (published about 2 months ago)
- Last Synced: 2026-02-14T12:04:12.821Z (about 2 months ago)
- Versions: 93
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent packages count: 5.468%
- Average: 5.651%
- Dependent repos count: 5.835%
pypi.org: ms-swift
Swift: Scalable lightWeight Infrastructure for Fine-Tuning
- Homepage: https://github.com/modelscope/ms-swift
- Documentation: https://ms-swift.readthedocs.io/
- Licenses: Apache License 2.0
- Latest release: 3.12.5 (published about 2 months ago)
- Last Synced: 2026-02-21T01:10:41.580Z (about 1 month ago)
- Versions: 111
- Dependent Packages: 2
- Dependent Repositories: 9
- Downloads: 93,479 Last month
-
Rankings:
- Downloads: 4.44%
- Dependent packages count: 4.783%
- Dependent repos count: 4.852%
- Average: 5.968%
- Stargazers count: 6.445%
- Forks count: 9.322%
- Maintainers (1)
- Advisories: